Open Access
Table 1
Improvement process from DeepLabv1 to DeepLabv3+
| Module | DeepLabv1 | DeepIabv2 | DeepLabv3 | DeepLabv3+ |
|---|---|---|---|---|
| Feature extraction | VGG16 | ResNet | ResNet+ | Xception |
| Atrous convolution | √ | √ | √ | √ |
| CRF | √ | √ | × | × |
| ASPP | × | ASPP | ASPP+ | ASPP+ |
| Encoder-Decoder | × | × | × | √ |
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